private void StartGeneration(List <NeuralNetwork> newGeneration)
{
generation++;
formulas = new GameObject[population];
for (int i = 0; i < population; i++)
{
GameObject newFormula = Instantiate(formula, transform.position, Quaternion.identity);
if (newGeneration != null)
{
Formula f = newFormula.GetComponent <Formula>();
if (i < population / 10)
{
f.brain = bestNetwork;
}
else
{
f.brain = newGeneration[i];
}
}
formulas[i] = newFormula;
}
if (newGeneration != null)
{
// visualizing best network
visualizer.DrawNetwork(bestNetwork, 200, 10, Color.cyan, Color.blue, Color.red, new Color(1, 1, 1, 0.3f));
}
}
void Start()
{
// setting learning rate
nn.learningRate = 0.5f;
// starting training
Train();
// visualizing xor on the graph
VisualizeXOR();
// visualizing network structure
visualizer.DrawNetwork(nn, 400, 5, Color.cyan, Color.red, Color.blue, new Color(1, 1, 1, 0.3f));
}
void Draw()
{
nn = new NeuralNetwork(inputs, hiddenLayers, hiddenNeurons, outputs);
nv.DrawNetwork(nn, 500, 3, Color.red, Color.green, Color.cyan, Color.white);
}